Construction of amino acids reduced alphabets from molecular descriptors for interpretation of N-carbamylase, luciferase and PI3K mutations

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Tatiana Suárez , Diego F. Montaño , Rosana Suárez
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Abstract

The classification of amino acids has proven to be a useful tool for understanding the importance of sequence in protein function. The reduced amino acid alphabets are an example of these classifications, which, when built from physicochemical, structural and quantum characteristics of the amino acids, allow it to simplify the representation of the sequences, being useful in the modelling, design and understanding of proteins. So, an objective selection of amino acids properties is important, due classes formed in a reduced alphabet depend on the descriptors used for classification. In this research, based on a careful selection of descriptors for the 20 amino acids, through techniques such as the information content index and hierarchical cluster analysis with ties in proximity, 20,871,586 reduced amino acid alphabets were constructed. This large collection of reduced alphabets was been used to interpret alterations in the function of three proteins: N-carbamylase, Luciferase, and PI3K, caused by amino acid changes in their sequences. For this, the similar and different descriptors linked to these mutations were studied. Properties such as volume, hydrophobicity, charge and autocorrelation can be associated with variations in the behaviour of these proteins, while the frequency in specific secondary structures, the Gibbs free energy and some topological and quantum properties can be considered as the causes of preventing the deactivation of protein function. This work offers the most complete collection of reduced alphabets that promise to be a useful tool for the interpretation of alterations caused by amino acid mutations in the protein sequence.

Abstract Image

根据分子描述符构建氨基酸缩减字母表,用于解释 N-氨基甲酰酶、荧光素酶和 PI3K 突变
事实证明,氨基酸分类是了解序列在蛋白质功能中的重要性的有用工具。根据氨基酸的物理化学、结构和量子特征建立的缩减氨基酸字母表就是这些分类的一个例子,它可以简化序列的表示,有助于蛋白质的建模、设计和理解。因此,氨基酸特性的客观选择非常重要,因为在缩减字母表中形成的类别取决于用于分类的描述符。在这项研究中,基于对 20 种氨基酸描述符的精心选择,通过信息含量指数和分层聚类分析等技术,构建了 20,871,586 个还原氨基酸字母表。这一大批还原氨基酸字母表被用来解释三种蛋白质的功能变化:N-淀粉酶、荧光素酶和 PI3K 因其序列中氨基酸的变化而导致的功能改变。为此,研究了与这些突变相关的相似和不同描述符。体积、疏水性、电荷和自相关性等特性可与这些蛋白质的行为变化相关联,而特定二级结构的频率、吉布斯自由能和一些拓扑和量子特性可被视为阻止蛋白质功能失活的原因。这项工作提供了最完整的还原字母集合,有望成为解释蛋白质序列中氨基酸突变引起的变化的有用工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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